ArticlePloS one2018
ViroFind: A novel target-enrichment deep-sequencing platform reveals a complex JC virus population in the brain of PML patients.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed, 37 citations in OpenAlex.
- Cross-Compartment Virome Profiling in Human Immunodeficiency Virus Infection and Substance Use Disorder Reveals Brain-CSF-Periphery Discordance and Hepatitis B Virus in Central Nervous System.International journal of molecular sciences · 2026Article
- Predictive Utility of ViroFind Detection of Blood and CSF Virome for Viral Presence in Human Brain Tissue.International journal of molecular sciences · 2026Article
- From Panels to Pathogen Networks: The Expanding Role of Targeted Sequencing in Veterinary Medicine.Biology · 2025Review
- Human pegivirus alters brain and blood immune and transcriptomic profiles of patients with Parkinson's disease.JCI insight · 2025Article
- Hybrid-Capture Target Enrichment in Human Pathogens: Identification, Evolution, Biosurveillance, and Genomic Epidemiology.Pathogens (Basel, Switzerland) · 2024Review
- Characterization of the brain virome in human immunodeficiency virus infection and substance use disorder.PloS one · 2024Article
- RNA-sequencing-based detection of human viral pathogens in cerebrospinal fluid and serum samples from children with meningitis and encephalitis.Microbial genomics · 2023Article
- Advancing Precision Medicine in Myocarditis: Current Status and Future Perspectives in Endomyocardial Biopsy-Based Diagnostics and Therapeutic Approaches.Journal of clinical medicine · 2023Review
- Target Enrichment Metagenomics Reveals Human Pegivirus-1 in Pediatric Hematopoietic Stem Cell Transplantation Recipients.Viruses · 2022Article
- Target capture sequencing of SARS-CoV-2 genomes using the ONETest Coronaviruses Plus.Diagnostic microbiology and infectious disease · 2021Article
- Whole-Genome Sequencing of Pathogens in Saliva : A Target-Enrichment Approach for SARS-CoV-2.Methods in molecular biology (Clifton, N.J.) · 2021Article
- Metagenomics for neurological infections - expanding our imagination.Nature reviews. Neurology · 2020Review
- Application of Pathogen Discovery/Metagenomic Sequencing in CNS HIV.Current HIV/AIDS reports · 2020Review
- JC Polyomavirus, progressive multifocal leukoencephalopathy and immune reconstitution inflammatory syndrome: a review.AIDS research and therapy · 2020Review
- Viral genomics in Ebola virus research.Nature reviews. Microbiology · 2020Review
- Article
- Comparison of targeted next-generation sequencing for whole-genome sequencing of Hantaan orthohantavirus in Apodemus agrarius lung tissues.Scientific reports · 2019Article
- Capturing sequence diversity in metagenomes with comprehensive and scalable probe design.Nature biotechnology · 2019Article
- Detection of JC Polyomavirus tumor antigen in gastric carcinoma: a report from Iran.Iranian journal of microbiology · 2018Article
- Hybrid Capture-Based Next Generation Sequencing and Its Application to Human Infectious Diseases.Frontiers in microbiology · 2018Article
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Authors and funding
10 authors at 3 institutions in 1 country.
Funding
Abstract
Deep nucleotide sequencing enables the unbiased, broad-spectrum detection of viruses in clinical samples without requiring an a priori hypothesis for the source of infection. However, its use in clinical research applications is limited by low cost-effectiveness given that most of the sequencing information from clinical samples is related to the human genome, which renders the analysis of viral genomes challenging. To overcome this limitation we developed ViroFind, an in-solution target-enrichment platform for virus detection and discovery in clinical samples. ViroFind comprises 165,433 viral probes that cover the genomes of 535 selected DNA and RNA viruses that infect humans or could cause zoonosis. The ViroFind probes are used in a hybridization reaction to enrich viral sequences and therefore enhance the detection of viral genomes via deep sequencing. We used ViroFind to detect and analyze all viral populations in the brain of 5 patients with progressive multifocal leukoencephalopathy (PML) and of 18 control subjects with no known neurological disease. Compared to direct deep sequencing, by using ViroFind we enriched viral sequences present in the clinical samples up to 127-fold. We discovered highly complex polyoma virus JC populations in the PML brain samples with a remarkable degree of genetic divergence among the JC virus variants of each PML brain sample. Specifically for the viral capsid protein VP1 gene, we identified 24 single nucleotide substitutions, 12 of which were associated with amino acid changes. The most frequent (4 of 5 samples, 80%) amino acid change was D66H, which is associated with enhanced tissue tropism, and hence likely a viral fitness advantage, compared to other variants. Lastly, we also detected sparse JC virus sequences in 10 of 18 (55.5%) of control samples and sparse human herpes virus 6B (HHV6B) sequences in the brain of 11 of 18 (61.1%) control subjects. In sum, ViroFind enabled the in-depth analysis of all viral genomes in PML and control brain samples and allowed us to demonstrate a high degree of JC virus genetic divergence in vivo that has been previously underappreciated. ViroFind can be used to investigate the structure of the virome with unprecedented depth in health and disease state.
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